TY - JOUR
T1 - Investigation of Microscopic Nonmetallic Inclusions in Powder Metallurgical High-Speed Steels
AU - Schickbichler, Manuel
AU - Musi, Robert
AU - Hafok, Martin
AU - Turk, Christoph
AU - Schneeberger, Gerald
AU - Michelic, Susanne
N1 - Publisher Copyright: © 2025 The Author(s). Steel Research International published by Wiley-VCH GmbH.
PY - 2025/11/11
Y1 - 2025/11/11
N2 - This study focuses on the application and comparison of advanced analytical methods for investigating nonmetallic inclusions (NMIs) in powder metallurgical (PM) high-speed steels based on the standards HS6-5-3C and HS10-2-5-8. Automated and manual scanning electron microscopy (SEM) combined with energy-dispersive X-ray spectroscopy (EDS) are employed to analyze the size, distribution, and chemical composition of NMIs. Classical statistical approaches are complemented by the generalized Pareto distribution (GPD) method, enabling the estimation of the largest inclusion size within a defined volume. Thermodynamic evaluations, based on SEM/EDS data and supported by Factsage databases, are utilized to determine the equilibrium phase composition of inclusions. The study highlights the integration of these methodologies, demonstrating their ability to provide a comprehensive assessment of steel cleanness for different sample conditions. The GPD method proves effective in estimating extreme inclusion sizes, while thermodynamic tools offer insights into phase distributions and chemical variability. This methodological framework establishes a robust foundation for future metallurgical research, particularly in understanding the relationship between NMIs and steel properties.
AB - This study focuses on the application and comparison of advanced analytical methods for investigating nonmetallic inclusions (NMIs) in powder metallurgical (PM) high-speed steels based on the standards HS6-5-3C and HS10-2-5-8. Automated and manual scanning electron microscopy (SEM) combined with energy-dispersive X-ray spectroscopy (EDS) are employed to analyze the size, distribution, and chemical composition of NMIs. Classical statistical approaches are complemented by the generalized Pareto distribution (GPD) method, enabling the estimation of the largest inclusion size within a defined volume. Thermodynamic evaluations, based on SEM/EDS data and supported by Factsage databases, are utilized to determine the equilibrium phase composition of inclusions. The study highlights the integration of these methodologies, demonstrating their ability to provide a comprehensive assessment of steel cleanness for different sample conditions. The GPD method proves effective in estimating extreme inclusion sizes, while thermodynamic tools offer insights into phase distributions and chemical variability. This methodological framework establishes a robust foundation for future metallurgical research, particularly in understanding the relationship between NMIs and steel properties.
KW - generalized Pareto distribution
KW - high-speed steels
KW - nonmetallic inclusions
KW - powder metallurgy
KW - thermodynamics
UR - https://www.scopus.com/pages/publications/105021429418
UR - https://pureadmin.unileoben.ac.at/portal/en/publications/investigation-of-microscopic-nonmetallic-inclusions-in-powder-metallurgical-highspeed-steels(12910a1a-d537-4a65-93c8-6322c2960255).html
U2 - 10.1002/srin.202500650
DO - 10.1002/srin.202500650
M3 - Article
AN - SCOPUS:105021429418
SN - 1611-3683
VL - ??? Stand: 21. Jänner 2026
JO - Steel research international
JF - Steel research international
ER -